About the Authors

Yanling Sheng

Roles Conceptualization, Formal analysis, Funding acquisition, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

syl518250@126.com

Affiliation School of Geography and Environmental Economics, Guangdong University of Finance & Economics, Guangzhou, China

Jiaqiao Zhen

Roles Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft

Affiliation School of Geography and Environmental Economics, Guangdong University of Finance & Economics, Guangzhou, China

Yihan Zhang

Roles Conceptualization, Funding acquisition, Project administration, Supervision, Writing – review & editing

Affiliation School of Geography and Environmental Economics, Guangdong University of Finance & Economics, Guangzhou, China

Dan Li

Roles Writing – review & editing

Affiliation School of Geography and Environmental Economics, Guangdong University of Finance & Economics, Guangzhou, China

Competing Interests

The authors have declared that no competing interests exist.